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      "name": "Section 2.2.5 Heteroskedasticity",
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        "<a href=\"https://colab.research.google.com/github/Farmhouse121/Adventures-in-Financial-Data-Science/blob/main/Book/Section%202.2%20Abnormality%20of%20Financial%20Distributions/Section%202.2.5%20Heteroskedasticity.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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          "text": [
            "Installing yfinance and getting the data...\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "google-colab 1.0.0 requires requests~=2.23.0, but you have requests 2.27.1 which is incompatible.\n",
            "datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.\u001b[0m\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
            "  import pandas.util.testing as tm\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\r[*********************100%***********************]  1 of 1 completed\n"
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              "                   Open         High          Low        Close    Adj Close  \\\n",
              "Date                                                                          \n",
              "1957-03-04    44.060001    44.060001    44.060001    44.060001    44.060001   \n",
              "1957-03-05    44.220001    44.220001    44.220001    44.220001    44.220001   \n",
              "1957-03-06    44.230000    44.230000    44.230000    44.230000    44.230000   \n",
              "1957-03-07    44.209999    44.209999    44.209999    44.209999    44.209999   \n",
              "1957-03-08    44.070000    44.070000    44.070000    44.070000    44.070000   \n",
              "...                 ...          ...          ...          ...          ...   \n",
              "2022-03-21  4462.399902  4481.750000  4424.299805  4461.180176  4461.180176   \n",
              "2022-03-22  4469.100098  4522.000000  4469.100098  4511.609863  4511.609863   \n",
              "2022-03-23  4493.100098  4501.069824  4455.810059  4456.240234  4456.240234   \n",
              "2022-03-24  4469.979980  4520.580078  4465.169922  4520.160156  4520.160156   \n",
              "2022-03-25  4522.910156  4546.029785  4501.069824  4543.060059  4543.060059   \n",
              "\n",
              "                  Volume    Return  \n",
              "Date                                \n",
              "1957-03-04  1.890000e+06  0.731595  \n",
              "1957-03-05  1.860000e+06  0.363141  \n",
              "1957-03-06  1.840000e+06  0.022610  \n",
              "1957-03-07  1.830000e+06 -0.045219  \n",
              "1957-03-08  1.630000e+06 -0.316669  \n",
              "...                  ...       ...  \n",
              "2022-03-21  3.961050e+09 -0.043466  \n",
              "2022-03-22  3.962880e+09  1.130411  \n",
              "2022-03-23  4.014360e+09 -1.227270  \n",
              "2022-03-24  3.573430e+09  1.434391  \n",
              "2022-03-25  3.577520e+09  0.506617  \n",
              "\n",
              "[16380 rows x 7 columns]"
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              "      <th>Open</th>\n",
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              "      <th>1957-03-04</th>\n",
              "      <td>44.060001</td>\n",
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              "      <td>44.060001</td>\n",
              "      <td>44.060001</td>\n",
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              "      <td>1.890000e+06</td>\n",
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              "      <th>1957-03-05</th>\n",
              "      <td>44.220001</td>\n",
              "      <td>44.220001</td>\n",
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              "      <td>44.220001</td>\n",
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              "      <td>0.363141</td>\n",
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              "      <th>1957-03-06</th>\n",
              "      <td>44.230000</td>\n",
              "      <td>44.230000</td>\n",
              "      <td>44.230000</td>\n",
              "      <td>44.230000</td>\n",
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              "      <th>1957-03-07</th>\n",
              "      <td>44.209999</td>\n",
              "      <td>44.209999</td>\n",
              "      <td>44.209999</td>\n",
              "      <td>44.209999</td>\n",
              "      <td>44.209999</td>\n",
              "      <td>1.830000e+06</td>\n",
              "      <td>-0.045219</td>\n",
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              "      <th>1957-03-08</th>\n",
              "      <td>44.070000</td>\n",
              "      <td>44.070000</td>\n",
              "      <td>44.070000</td>\n",
              "      <td>44.070000</td>\n",
              "      <td>44.070000</td>\n",
              "      <td>1.630000e+06</td>\n",
              "      <td>-0.316669</td>\n",
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              "      <td>4481.750000</td>\n",
              "      <td>4424.299805</td>\n",
              "      <td>4461.180176</td>\n",
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              "      <td>-0.043466</td>\n",
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              "      <td>4469.100098</td>\n",
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              "      <td>4511.609863</td>\n",
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          "metadata": {},
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      ],
      "source": [
        "print(\"Installing yfinance and getting the data...\")\n",
        "!pip install yfinance 1>/dev/null\n",
        "from yfinance import download\n",
        "import pandas as pd\n",
        "import numpy as np ;\n",
        "import matplotlib.pyplot as pl\n",
        "from statsmodels.base.model import GenericLikelihoodModel\n",
        "from datetime import datetime\n",
        "zero,one,two,five,hundred=0e0,1e0,2e0,5e0,1e2 # some friendly numbers\n",
        "half,GoldenRatio=one/two,(one+np.sqrt(five))/two\n",
        "\n",
        "# get the daily returns of the S&P 500 \n",
        "SPX=download('^GSPC','1957-03-01').dropna()\n",
        "SPX['Return']=SPX['Adj Close'].pct_change()*hundred\n",
        "SPX.index=pd.DatetimeIndex(SPX.index).to_period('D')\n",
        "SPX.dropna(inplace=True)\n",
        "SPX.loc[SPX[\"Volume\"]==0,\"Volume\"]=np.nan\n",
        "SPX"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Figure 2.6\n",
        "figure,plot=pl.subplots(figsize=(10*GoldenRatio,10))\n",
        "plot.axhline(color='black',lw=1)\n",
        "SPX['Return'].plot(ax=plot,color='blue')\n",
        "figure.suptitle('\\nSelf Evident Heteroskedasticity of S&P 500 Daily Returns',fontsize=22)\n",
        "plot.set_title('%s to %s' % (SPX.index[0],SPX.index[-1]),fontsize=18)\n",
        "plot.set_xlim(datetime(int(np.floor(SPX.index[0].year/five))*5,1,1),datetime(int(np.ceil(SPX.index[-1].year/five)*5),12,31))\n",
        "plot.set_xlabel(None);"
      ],
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          "height": 621
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        "id": "wNqwBZ61d0v7",
        "outputId": "508eb195-65ff-47fc-9a0e-a84db9643e4c"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1164.98x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Linear Regression of r^2(t+1) onto r^2(t)\n",
        "from statsmodels.formula.api import ols\n",
        "from statsmodels.sandbox.regression.predstd import wls_prediction_std\n",
        "df=pd.DataFrame({\"y\":np.power(SPX[\"Return\"],2),\"x\":np.power(SPX[\"Return\"].shift(),2)}).dropna()\n",
        "alpha=0.05 # set alpha_critical to 5%\n",
        "fit=ols(\"y ~ x\",df).fit() # do OLS regression\n",
        "df[\"yhat\"]=fit.fittedvalues # get the fitted values\n",
        "df[\"sig\"],df[\"crl\"],df[\"cru\"]=wls_prediction_std(fit,alpha=alpha) # get the confidence region\n",
        "df.sort_values(by=\"x\",inplace=True)\n",
        "print(fit.summary()) # print the regression summary\n",
        "\n",
        "# Figure 2.6\n",
        "figure,plot=pl.subplots(figsize=(10*GoldenRatio,10))\n",
        "df.plot.scatter(\"x\",\"y\",ax=plot)\n",
        "df.plot.line(\"x\",\"yhat\",ax=plot,label=\"\"\"Linear Regression:\n",
        "intercept = %12.6f ± %12.6f t = %12.6f\n",
        "gradient  = %12.6f ± %12.6f t = %12.6f\n",
        "$R^2$ = %12.6f\n",
        "Observations = %d\"\"\" % (\n",
        "    fit.params[0],fit.bse[0],fit.tvalues[0],\n",
        "    fit.params[1],fit.bse[1],fit.tvalues[1],\n",
        "    fit.rsquared,\n",
        "    df.shape[0]),color=\"red\")\n",
        "plot.set_xscale('log')\n",
        "plot.set_yscale('log')\n",
        "plot.set_ylim(1e-7,None)\n",
        "figure.suptitle(\"\\nAutocovariance of Squared Daily Returns for S&P 500\",fontsize=22)\n",
        "plot.set_title('Daily Returns, %s to %s' % (min(df.index),max(df.index)),fontsize=18)\n",
        "plot.set_xlabel(\"Squared Daily Percent Return\",fontsize=14)\n",
        "plot.set_ylabel(\"Next Day's Squared Daily Percent Return\",fontsize=14)\n",
        "pl.setp(plot.legend(loc='best',fontsize=11).texts,family='monospace');"
      ],
      "metadata": {
        "id": "GrJXrm4_8YPT",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "9fee46da-8aa5-4fed-b0d2-fb275069f7ac"
      },
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:                      y   R-squared:                       0.052\n",
            "Model:                            OLS   Adj. R-squared:                  0.052\n",
            "Method:                 Least Squares   F-statistic:                     891.6\n",
            "Date:                Sat, 26 Mar 2022   Prob (F-statistic):          8.38e-191\n",
            "Time:                        21:33:50   Log-Likelihood:                -48770.\n",
            "No. Observations:               16379   AIC:                         9.754e+04\n",
            "Df Residuals:                   16377   BIC:                         9.756e+04\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "Intercept      0.7895      0.038     20.809      0.000       0.715       0.864\n",
            "x              0.2272      0.008     29.859      0.000       0.212       0.242\n",
            "==============================================================================\n",
            "Omnibus:                    50232.098   Durbin-Watson:                   2.121\n",
            "Prob(Omnibus):                  0.000   Jarque-Bera (JB):       8752412474.142\n",
            "Skew:                          46.207   Prob(JB):                         0.00\n",
            "Kurtosis:                    3582.985   Cond. No.                         5.10\n",
            "==============================================================================\n",
            "\n",
            "Warnings:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1164.98x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "PKdMQ-wUG0Mw"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}
